Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised
Domain Adaptation

Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation

1 April 2022

Sang Michael Xie

Jeff Z. HaoChen

Papers citing "Connect, Not Collapse: Explaining Contrastive Learning for Unsupervised Domain Adaptation"

14 / 14 papers shown

Title
Prototypical Partial Optimal Transport for Universal Domain Adaptation Yucheng Yang Xiang Gu Jian-jun Sun OT 40 11 0 02 Aug 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 77 3 0 05 Jun 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation? Rheeya Uppaal Yixuan Li Junjie Hu 34 4 0 31 Jan 2024
Unsupervised Video Domain Adaptation with Masked Pre-Training and Collaborative Self-Training Arun V. Reddy William Paul Corban Rivera Ketul Shah Celso M. de Melo Rama Chellappa 37 4 0 05 Dec 2023
HyperTime: Hyperparameter Optimization for Combating Temporal Distribution Shifts Shaokun Zhang Yiran Wu Zhonghua Zheng Qingyun Wu Chi Wang OOD 43 7 0 28 May 2023
Towards Realizing the Value of Labeled Target Samples: a Two-Stage Approach for Semi-Supervised Domain Adaptation Mengqun Jin Kai Li Shuyan Li Chunming He Xiu Li 24 1 0 21 Apr 2023
Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation Yuqi Chen Xiangbin Zhu Yonggang Li Yingjian Li H. Fang SSL 13 3 0 31 Jan 2023
Cross-domain Transfer of defect features in technical domains based on partial target data T. Schlagenhauf Tim Scheurenbrand 33 1 0 24 Nov 2022
RegMixup: Mixup as a Regularizer Can Surprisingly Improve Accuracy and Out Distribution Robustness Francesco Pinto Harry Yang Ser-Nam Lim Philip H. S. Torr P. Dokania UQCV 27 34 0 29 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 26 44 0 13 Jun 2022
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptation Kuangen Zhang Jiahong Chen Jing Wang Xinxing Chen Yuquan Leng Clarence W. de Silva Chenglong Fu 41 5 0 15 Apr 2022
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,775 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014